Best AI tools for< Achieve State-of-the-art Performance >

SambaNova Systems is an AI platform that revolutionizes AI workloads by offering an enterprise-grade full stack platform purpose-built for generative AI. It provides state-of-the-art AI and deep learning capabilities to help customers outcompete their peers. SambaNova delivers the only enterprise-grade full stack platform, from chips to models, designed for generative AI in the enterprise. The platform includes the SN40L Full Stack Platform with 1T+ parameter models, Composition of Experts, and Samba Apps. SambaNova also offers resources to accelerate AI journeys and solutions for various industries like financial services, healthcare, manufacturing, and more.

Codimite is an AI-assisted offshore development services solution that specializes in Web2 to Web3 communication. They offer PWA solutions, cloud modernization, and a range of services to help organizations maximize opportunities with state-of-the-art technologies. With a dedicated team of engineers and project managers, Codimite ensures efficient project management and communication. Their unique culture, experienced team, and focus on performance empower clients to achieve success. Codimite also excels in development infrastructure modernization, collaboration, data, and artificial intelligence development. They have a strong partnership with Google Cloud and offer services such as application migration, cost optimization, and collaboration solutions.

Cartesia Sonic Team Blog Research Playground is an AI application that offers real-time multimodal intelligence for every device. The application aims to build the next generation of AI by providing ubiquitous, interactive intelligence that can run on any device. It features the fastest, ultra-realistic generative voice API and is backed by research on simple linear attention language models and state-space models. The founding team, who met at the Stanford AI Lab, has invented State Space Models (SSMs) and scaled it up to achieve state-of-the-art results in various modalities such as text, audio, video, images, and time-series data.

fast.ai is an AI tool that offers courses and resources on deep learning and practical applications of artificial intelligence. The platform provides high-level components for practitioners to achieve state-of-the-art results in standard deep learning tasks. It aims to increase diversity in the field of deep learning and lower barriers to entry for everyone.

Colourlab AI is an advanced AI application designed for color grading, look design, and film emulation. It offers a range of tools and features to help users enhance their video content with professional-level color grading and creative look design. The application leverages state-of-the-art technology to simplify the color grading process, making it more accessible and intuitive for users of all levels of expertise. Colourlab AI is trusted by colorists, editors, filmmakers, and content creators to achieve stunning visual results and express their creativity through the language of color.

Imagen is an AI application that leverages text-to-image diffusion models to create photorealistic images based on input text. The application utilizes large transformer language models for text understanding and diffusion models for high-fidelity image generation. Imagen has achieved state-of-the-art results in terms of image fidelity and alignment with text. The application is part of Google Research's text-to-image work and focuses on encoding text for image synthesis effectively.

InsightFace is an open-source deep face analysis library that provides a rich variety of state-of-the-art algorithms for face recognition, detection, and alignment. It is designed to be efficient for both training and deployment, making it suitable for research institutions and industrial organizations. InsightFace has achieved top rankings in various challenges and competitions, including the ECCV 2022 WCPA Challenge, NIST-FRVT 1:1 VISA, and WIDER Face Detection Challenge 2019.

SpeechText.AI is a powerful artificial intelligence software for speech to text conversion and audio transcription. It offers accurate transcriptions of audio and video files using domain-specific speech recognition technology. The application provides various features to transcribe, edit, and export audio content in different formats. With state-of-the-art deep neural network models, SpeechText.AI achieves close to human accuracy in converting audio to text. The tool is widely used for transcription of interviews, medical data, conference calls, podcasts, and more, catering to various industries such as finance, healthcare, legal, and HR.

Vanta is a trust management platform that helps businesses automate compliance, streamline security reviews, and build trust with customers. It offers a range of features to help businesses manage risk and prove security in real time, including: * **Compliance automation:** Vanta automates up to 90% of the work for security and privacy frameworks, making it easy for businesses to achieve and maintain compliance. * **Real-time monitoring:** Vanta provides real-time visibility into the state of a business's security posture, with hourly tests and alerts for any issues. * **Holistic risk visibility:** Vanta offers a single view across key risk surfaces in a business, including employees, assets, and vendors, to help businesses identify and mitigate risks. * **Efficient audits:** Vanta streamlines the audit process, making it easier for businesses to prepare for and complete audits. * **Integrations:** Vanta integrates with a range of tools and platforms to help businesses automate security and compliance tasks.

DeploySaaS is an AI tool designed to assist users in launching their SaaS products more effectively and efficiently. It provides guidance and support throughout the entire process, from idea validation to product launch. By leveraging AI technology, DeploySaaS aims to help users avoid common pitfalls in SaaS development and make data-driven decisions to achieve product-market fit.

IX Coach is an AI-powered interdisciplinary coaching platform that helps individuals and teams achieve their goals. The platform provides users with access to a network of certified coaches, as well as a variety of tools and resources to support their coaching journey.

Pepper Content is an AI-powered content marketing platform that helps enterprise marketers create better content, faster. With Pepper Content, you can access a powerful technology stack, a network of on-demand creative experts, and the strategic guidance you need to succeed. Pepper Content's platform includes a full suite of tools to help you with every stage of the content marketing process, from strategy to creation to measurement. With Pepper Content, you can:

Fathom5 is a company that specializes in the intersection of AI and industrial systems. They offer a range of products and services to help customers build more resilient, flexible, and efficient industrial systems. Fathom5's approach is unique in that they take a security-first approach to cyber-physical system design. This means that security is built into every stage of the development process, from ideation to engineering to testing to deployment. This approach has been proven to achieve higher system resiliency and faster regulatory compliance at a reduced cost.

Greenhouse is an AI-powered applicant tracking software and hiring platform that offers smart hiring tools to streamline the recruitment process. It provides features such as AI-powered sourcing, scalable workflows, candidate experience enhancement, interviewing and decision-making support, onboarding assistance, and reporting and insights generation. Greenhouse is designed to help businesses hire fairly and purposefully, ensuring that hiring is not just a task but a strategic part of the organization's success. The platform caters to early-stage businesses, scaling companies, and modern enterprises, offering world-class support and customizable hiring solutions for building global teams.

seoClarity is an AI-driven SEO platform designed for enterprises and agencies to optimize their search engine visibility. It offers a comprehensive suite of tools and features to improve keyword rankings, analyze SERP features, track visual and video rankings, conduct local SEO research, and provide content marketing insights. The platform also includes technical SEO capabilities, competitor analysis, SEO reporting, and data services for in-depth analysis and decision-making. With a focus on automation and data-driven strategies, seoClarity aims to help users enhance their SEO performance and achieve measurable results.

Solve For X is an AI tool that empowers growth stage organizations by leveraging AI and data solutions to enhance operations, efficiency, and decision-making. The platform offers AI consulting services, data analysis and reporting, automation solutions, and custom AI models to help organizations achieve measurable impact and value through seamlessly integrated AI technologies. With a focus on empowering businesses with innovative AI solutions, Solve For X aims to help organizations successfully implement AI and data solutions into their operations by 2028.

Greenhouse is an AI-powered applicant tracking software and hiring platform that offers smart hiring tools to streamline the hiring process. It provides features such as AI tools for sourcing, texting solutions, and feature upgrades to help connect teams and propel success. Greenhouse is designed to help companies hire fairly and purposefully, offering expertise and advice to maximize hiring ROI and support business growth at any stage.

Filuta AI is an advanced AI application that redefines game testing with planning agents. It utilizes Composite AI with planning techniques to provide a 24/7 testing environment for smooth, bug-free releases. The application brings deep space technology to game testing, enabling intelligent agents to analyze game states, adapt in real time, and execute action sequences to achieve test goals. Filuta AI offers goal-driven testing, adaptive exploration, detailed insights, and shorter development cycles, making it a valuable tool for game developers, QA leads, game designers, automation engineers, and producers.

Smartly.io is an all-in-one AI-powered advertising platform that helps businesses achieve more by working smarter. It offers a suite of solutions for creative development, media planning and optimization, and campaign analysis. Smartly.io's platform is designed to help businesses of all sizes create, manage, and optimize their digital advertising campaigns more efficiently and effectively.

Smartly.io is an all-in-one AI-powered advertising platform that helps businesses achieve more by working smarter. It offers a suite of solutions for creative development, media planning and optimization, and campaign analysis. Smartly.io's AI-powered tools help businesses automate tasks, improve efficiency, and drive better results. With Smartly.io, businesses can create personalized ad experiences at scale, optimize campaigns across channels, and gain actionable insights to improve future performance.

MiniCPM-V is a series of end-side multimodal LLMs designed for vision-language understanding. The models take image and text inputs to provide high-quality text outputs. The series includes models like MiniCPM-Llama3-V 2.5 with 8B parameters surpassing proprietary models, and MiniCPM-V 2.0, a lighter model with 2B parameters. The models support over 30 languages, efficient deployment on end-side devices, and have strong OCR capabilities. They achieve state-of-the-art performance on various benchmarks and prevent hallucinations in text generation. The models can process high-resolution images efficiently and support multilingual capabilities.

Towards Generalizable Vision-Language Robotic Manipulation: A Benchmark and LLM-guided 3D Policy is a research project focusing on addressing the challenge of generalizing language-conditioned robotic policies to new tasks. The project introduces GemBench, a benchmark to evaluate the generalization capabilities of vision-language robotic manipulation policies. It also presents the 3D-LOTUS approach, which leverages rich 3D information for action prediction conditioned on language. Additionally, the project introduces 3D-LOTUS++, a framework that integrates 3D-LOTUS's motion planning capabilities with the task planning capabilities of LLMs and the object grounding accuracy of VLMs to achieve state-of-the-art performance on novel tasks in robotic manipulation.

LLM2Vec is a simple recipe to convert decoder-only LLMs into text encoders. It consists of 3 simple steps: 1) enabling bidirectional attention, 2) training with masked next token prediction, and 3) unsupervised contrastive learning. The model can be further fine-tuned to achieve state-of-the-art performance.

This repository contains code for training reward models for Deep Reinforcement Learning-based Reward-modulated Hierarchical Fine-tuning (DRL-based RLHF), Iterative Selection Fine-tuning (Rejection sampling fine-tuning), and iterative Decision Policy Optimization (DPO). The reward models are trained using a Bradley-Terry model based on the Gemma and Mistral language models. The resulting reward models achieve state-of-the-art performance on the RewardBench leaderboard for reward models with base models of up to 13B parameters.

The 'understand-r1-zero' repository focuses on understanding R1-Zero-like training from a critical perspective. It provides insights into base models and reinforcement learning components, highlighting findings and proposing solutions for biased optimization. The repository offers a minimalist recipe for R1-Zero training, detailing the RL-tuning process and achieving state-of-the-art performance with minimal compute resources. It includes codebase, models, and paper related to R1-Zero training implemented with the Oat framework, emphasizing research-friendly and efficient LLM RL techniques.

LeRobot is a state-of-the-art AI library for real-world robotics in PyTorch. It aims to provide models, datasets, and tools to lower the barrier to entry to robotics, focusing on imitation learning and reinforcement learning. LeRobot offers pretrained models, datasets with human-collected demonstrations, and simulation environments. It plans to support real-world robotics on affordable and capable robots. The library hosts pretrained models and datasets on the Hugging Face community page.

This repository contains the source code for a GEMM & deep learning hardware accelerator system used to validate proposed systolic array hardware architectures implementing efficient matrix multiplication algorithms to increase performance-per-area limits of GEMM & AI accelerators. Achieved results include up to 3× faster CNN inference, >2× higher mults/multiplier/clock cycle, and low area with high clock frequency. The system is specialized for inference of non-sparse DNN models with fixed-point/quantized inputs, fully accelerating all DNN layers in hardware, and highly optimizing GEMM acceleration.

WeatherGFT is a physics-AI hybrid model designed to generalize weather forecasts to finer-grained temporal scales beyond the training dataset. It incorporates physical partial differential equations (PDEs) into neural networks to simulate fine-grained physical evolution and correct biases. The model achieves state-of-the-art performance in forecasting tasks at different time scales, from nowcasting to medium-range forecasts, by utilizing a lead time-aware training framework and a carefully designed PDE kernel. WeatherGFT bridges the gap between nowcast and medium-range forecast by extending forecasting abilities to predict accurately at a 30-minute time scale.

The 'llms-tools' repository is a comprehensive collection of AI tools, open-source projects, and research related to Large Language Models (LLMs) and Chatbots. It covers a wide range of topics such as AI in various domains, open-source models, chats & assistants, visual language models, evaluation tools, libraries, devices, income models, text-to-image, computer vision, audio & speech, code & math, games, robotics, typography, bio & med, military, climate, finance, and presentation. The repository provides valuable resources for researchers, developers, and enthusiasts interested in exploring the capabilities of LLMs and related technologies.

Awesome-LLM-Quantization is a curated list of resources related to quantization techniques for Large Language Models (LLMs). Quantization is a crucial step in deploying LLMs on resource-constrained devices, such as mobile phones or edge devices, by reducing the model's size and computational requirements.

Me LLaMA introduces a suite of open-source medical Large Language Models (LLMs), including Me LLaMA 13B/70B and their chat-enhanced versions. Developed through innovative continual pre-training and instruction tuning, these models leverage a vast medical corpus comprising PubMed papers, medical guidelines, and general domain data. Me LLaMA sets new benchmarks on medical reasoning tasks, making it a significant asset for medical NLP applications and research. The models are intended for computational linguistics and medical research, not for clinical decision-making without validation and regulatory approval.

FlashInfer is a library for Language Languages Models that provides high-performance implementation of LLM GPU kernels such as FlashAttention, PageAttention and LoRA. FlashInfer focus on LLM serving and inference, and delivers state-the-art performance across diverse scenarios.

InternVL scales up the ViT to _**6B parameters**_ and aligns it with LLM. It is a vision-language foundation model that can perform various tasks, including: **Visual Perception** - Linear-Probe Image Classification - Semantic Segmentation - Zero-Shot Image Classification - Multilingual Zero-Shot Image Classification - Zero-Shot Video Classification **Cross-Modal Retrieval** - English Zero-Shot Image-Text Retrieval - Chinese Zero-Shot Image-Text Retrieval - Multilingual Zero-Shot Image-Text Retrieval on XTD **Multimodal Dialogue** - Zero-Shot Image Captioning - Multimodal Benchmarks with Frozen LLM - Multimodal Benchmarks with Trainable LLM - Tiny LVLM InternVL has been shown to achieve state-of-the-art results on a variety of benchmarks. For example, on the MMMU image classification benchmark, InternVL achieves a top-1 accuracy of 51.6%, which is higher than GPT-4V and Gemini Pro. On the DocVQA question answering benchmark, InternVL achieves a score of 82.2%, which is also higher than GPT-4V and Gemini Pro. InternVL is open-sourced and available on Hugging Face. It can be used for a variety of applications, including image classification, object detection, semantic segmentation, image captioning, and question answering.

PURE (Process-sUpervised Reinforcement lEarning) is a framework that trains a Process Reward Model (PRM) on a dataset and fine-tunes a language model to achieve state-of-the-art mathematical reasoning capabilities. It uses a novel credit assignment method to calculate return and supports multiple reward types. The final model outperforms existing methods with minimal RL data or compute resources, achieving high accuracy on various benchmarks. The tool addresses reward hacking issues and aims to enhance long-range decision-making and reasoning tasks using large language models.

This repository, RLHF-Reward-Modeling, is dedicated to training reward models for DRL-based RLHF (PPO), Iterative SFT, and iterative DPO. It provides state-of-the-art performance in reward models with a base model size of up to 13B. The installation instructions involve setting up the environment and aligning the handbook. Dataset preparation requires preprocessing conversations into a standard format. The code can be run with Gemma-2b-it, and evaluation results can be obtained using provided datasets. The to-do list includes various reward models like Bradley-Terry, preference model, regression-based reward model, and multi-objective reward model. The repository is part of iterative rejection sampling fine-tuning and iterative DPO.

MathCoder is a repository focused on enhancing mathematical reasoning by fine-tuning open-source language models to use code for modeling and deriving math equations. It introduces MathCodeInstruct dataset with solutions interleaving natural language, code, and execution results. The repository provides MathCoder models capable of generating code-based solutions for challenging math problems, achieving state-of-the-art scores on MATH and GSM8K datasets. It offers tools for model deployment, inference, and evaluation, along with a citation for referencing the work.

This repository is a curated collection of resources for fine-tuning Large Language Models (LLMs) like GPT, BERT, RoBERTa, and their variants. It includes tutorials, papers, tools, frameworks, and best practices to aid researchers, data scientists, and machine learning practitioners in adapting pre-trained models to specific tasks and domains. The resources cover a wide range of topics related to fine-tuning LLMs, providing valuable insights and guidelines to streamline the process and enhance model performance.

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